As soon as you get your FFL you will be able to buy powder, primers, and so no, at true wholesale prices, from distributors. Check this out. http://firearmsites.com/Gun-Distributors.html
They ONLY sell to gun shops, reloading companies, and sporting goods stores. You will get better prices than any non FFL holder can get anywhere.